{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import requests\n",
    "import io\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://doi.pangaea.de/10.1594/PANGAEA.839953?format=textfile'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Snow h [m] (Sensor 1)</th>\n",
       "      <th>Snow h [m] (Sensor 2)</th>\n",
       "      <th>Snow h [m] (Sensor 3)</th>\n",
       "      <th>Snow h [m] (Sensor 4)</th>\n",
       "      <th>Snow h [m] (mean)</th>\n",
       "      <th>PPPP [hPa]</th>\n",
       "      <th>TTT [°C]</th>\n",
       "      <th>T tech [°C]</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date/Time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-04-09 16:00:00</th>\n",
       "      <td>89.5732</td>\n",
       "      <td>-106.7712</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1022.4</td>\n",
       "      <td>-24.6</td>\n",
       "      <td>-18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-04-09 17:00:00</th>\n",
       "      <td>89.5732</td>\n",
       "      <td>-106.7712</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.074</td>\n",
       "      <td>0.063</td>\n",
       "      <td>0.069</td>\n",
       "      <td>1022.3</td>\n",
       "      <td>-24.7</td>\n",
       "      <td>-17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-04-09 18:01:00</th>\n",
       "      <td>89.5688</td>\n",
       "      <td>-105.5694</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.074</td>\n",
       "      <td>0.053</td>\n",
       "      <td>0.064</td>\n",
       "      <td>1022.3</td>\n",
       "      <td>-24.7</td>\n",
       "      <td>-16.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-04-09 19:00:00</th>\n",
       "      <td>89.5688</td>\n",
       "      <td>-105.5694</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.074</td>\n",
       "      <td>0.053</td>\n",
       "      <td>0.054</td>\n",
       "      <td>1022.1</td>\n",
       "      <td>-24.6</td>\n",
       "      <td>-15.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-04-09 20:00:00</th>\n",
       "      <td>89.5688</td>\n",
       "      <td>-105.5694</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.034</td>\n",
       "      <td>0.074</td>\n",
       "      <td>0.053</td>\n",
       "      <td>0.054</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>-24.6</td>\n",
       "      <td>-15.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Latitude  Longitude  Snow h [m] (Sensor 1)  \\\n",
       "Date/Time                                                         \n",
       "2013-04-09 16:00:00   89.5732  -106.7712                    NaN   \n",
       "2013-04-09 17:00:00   89.5732  -106.7712                    NaN   \n",
       "2013-04-09 18:01:00   89.5688  -105.5694                    NaN   \n",
       "2013-04-09 19:00:00   89.5688  -105.5694                    NaN   \n",
       "2013-04-09 20:00:00   89.5688  -105.5694                    NaN   \n",
       "\n",
       "                     Snow h [m] (Sensor 2)  Snow h [m] (Sensor 3)  \\\n",
       "Date/Time                                                           \n",
       "2013-04-09 16:00:00                    NaN                    NaN   \n",
       "2013-04-09 17:00:00                    NaN                  0.074   \n",
       "2013-04-09 18:01:00                    NaN                  0.074   \n",
       "2013-04-09 19:00:00                  0.034                  0.074   \n",
       "2013-04-09 20:00:00                  0.034                  0.074   \n",
       "\n",
       "                     Snow h [m] (Sensor 4)  Snow h [m] (mean)  PPPP [hPa]  \\\n",
       "Date/Time                                                                   \n",
       "2013-04-09 16:00:00                    NaN                NaN      1022.4   \n",
       "2013-04-09 17:00:00                  0.063              0.069      1022.3   \n",
       "2013-04-09 18:01:00                  0.053              0.064      1022.3   \n",
       "2013-04-09 19:00:00                  0.053              0.054      1022.1   \n",
       "2013-04-09 20:00:00                  0.053              0.054      1022.0   \n",
       "\n",
       "                     TTT [°C]  T tech [°C]  \n",
       "Date/Time                                   \n",
       "2013-04-09 16:00:00     -24.6        -18.6  \n",
       "2013-04-09 17:00:00     -24.7        -17.0  \n",
       "2013-04-09 18:01:00     -24.7        -16.2  \n",
       "2013-04-09 19:00:00     -24.6        -15.6  \n",
       "2013-04-09 20:00:00     -24.6        -15.3  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s=requests.get(url).content\n",
    "\n",
    "# Find end of metadata\n",
    "for row, line in enumerate(io.StringIO(s.decode('utf-8')).readlines()):\n",
    "    if re.search('\\*/', line): break\n",
    " \n",
    "df = pd.read_csv(io.StringIO(s.decode('utf-8')), skiprows=row+1, header=0, sep='\\t', \n",
    "                 index_col='Date/Time', parse_dates=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fec5cd6a1d0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fec5cd30940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,7))\n",
    "\n",
    "df[['Snow h [m] (Sensor 1)',\n",
    "    'Snow h [m] (Sensor 2)',\n",
    "    'Snow h [m] (Sensor 3)',\n",
    "    'Snow h [m] (Sensor 4)',\n",
    "    'Snow h [m] (mean)']].plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                (Date/Time: 1556)\n",
       "Coordinates:\n",
       "  * Date/Time              (Date/Time) datetime64[ns] 2013-04-09T16:00:00 ...\n",
       "Data variables:\n",
       "    Latitude               (Date/Time) float64 89.57 89.57 89.57 89.57 89.57 ...\n",
       "    Longitude              (Date/Time) float64 -106.8 -106.8 -105.6 -105.6 ...\n",
       "    Snow h [m] (Sensor 1)  (Date/Time) float64 nan nan nan nan nan nan nan ...\n",
       "    Snow h [m] (Sensor 2)  (Date/Time) float64 nan nan nan 0.034 0.034 0.034 ...\n",
       "    Snow h [m] (Sensor 3)  (Date/Time) float64 nan 0.074 0.074 0.074 0.074 ...\n",
       "    Snow h [m] (Sensor 4)  (Date/Time) float64 nan 0.063 0.053 0.053 0.053 ...\n",
       "    Snow h [m] (mean)      (Date/Time) float64 nan 0.069 0.064 0.054 0.054 ...\n",
       "    PPPP [hPa]             (Date/Time) float64 1.022e+03 1.022e+03 1.022e+03 ...\n",
       "    TTT [°C]               (Date/Time) float64 -24.6 -24.7 -24.7 -24.6 -24.6 ...\n",
       "    T tech [°C]            (Date/Time) float64 -18.6 -17.0 -16.2 -15.6 -15.3 ..."
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = df.to_xarray()\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                (Date/Time: 1556)\n",
       "Coordinates:\n",
       "  * Date/Time              (Date/Time) datetime64[ns] 2013-04-09T16:00:00 ...\n",
       "    Latitude               (Date/Time) float64 89.57 89.57 89.57 89.57 89.57 ...\n",
       "    Longitude              (Date/Time) float64 -106.8 -106.8 -105.6 -105.6 ...\n",
       "Data variables:\n",
       "    Snow h [m] (Sensor 1)  (Date/Time) float64 nan nan nan nan nan nan nan ...\n",
       "    Snow h [m] (Sensor 2)  (Date/Time) float64 nan nan nan 0.034 0.034 0.034 ...\n",
       "    Snow h [m] (Sensor 3)  (Date/Time) float64 nan 0.074 0.074 0.074 0.074 ...\n",
       "    Snow h [m] (Sensor 4)  (Date/Time) float64 nan 0.063 0.053 0.053 0.053 ...\n",
       "    Snow h [m] (mean)      (Date/Time) float64 nan 0.069 0.064 0.054 0.054 ...\n",
       "    PPPP [hPa]             (Date/Time) float64 1.022e+03 1.022e+03 1.022e+03 ...\n",
       "    TTT [°C]               (Date/Time) float64 -24.6 -24.7 -24.7 -24.6 -24.6 ...\n",
       "    T tech [°C]            (Date/Time) float64 -18.6 -17.0 -16.2 -15.6 -15.3 ..."
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.set_coords(['Latitude', 'Longitude'], inplace=True)\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fec5d1909e8>]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fec5d16d630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds['TTT [°C]'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
